Accelerated prediction of lattice thermal conductivity of Zirconium and its alloys: A machine learning potential method

IF 3.2 2区 工程技术 Q3 MATERIALS SCIENCE, MULTIDISCIPLINARY Journal of Nuclear Materials Pub Date : 2025-02-01 Epub Date: 2024-12-31 DOI:10.1016/j.jnucmat.2024.155603
Fan Yang , Di Wang , Jiaxuan Si , Jianqiao Yu , Zhen Xie , Xiaoyong Wu , Yuexia Wang
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Abstract

Zirconium alloy coating is an important direction for the modification of nuclear cladding materials. Thermal conductivity is a critical property of cladding materials. With extensively studying phonon-electron non-equilibrium energy transfer processes in the thermal transport of zirconium alloy coating, to distinguish the contributions from phonon and electron thermal conductivity of Zr alloys becomes crucial and necessary. In this work, we successfully predicted the lattice thermal conductivities of zirconium, Zr-Sn and Zr-Nb using machine learning potentials. Sn and Nb doping leads to a significant decrease in lattice thermal conductivity, which is mainly due to the alterations in phonon group velocity and phonon scattering. The larger atomic mass of doping elements and weakened interatomic interactions of Zr-Nb together lead to a significant decrease in phonon group velocity. Doping Sn and Nb also increases phonon-phonon scattering rate and three-phonon scattering channels, resulting in a shortening in phonon lifetime and a decrease in lattice thermal conductivity.
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锆及其合金晶格热导率的加速预测:一种机器学习电位方法
锆合金涂层是核包层材料改性的一个重要方向。热导率是包层材料的一项重要性能。随着锆合金涂层热传递过程中声子-电子非平衡态能量传递过程的广泛研究,区分锆合金声子和电子热导率的贡献变得至关重要和必要。在这项工作中,我们成功地利用机器学习电位预测了锆、Zr-Sn和Zr-Nb的晶格热导率。Sn和Nb掺杂导致晶格热导率显著降低,这主要是由于声子群速度和声子散射的改变。掺杂元素原子质量的增大和Zr-Nb原子间相互作用的减弱共同导致声子群速度的显著降低。Sn和Nb的掺杂也增加了声子-声子散射速率和三声子散射通道,导致声子寿命缩短,晶格导热系数降低。
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来源期刊
Journal of Nuclear Materials
Journal of Nuclear Materials 工程技术-材料科学:综合
CiteScore
5.70
自引率
25.80%
发文量
601
审稿时长
63 days
期刊介绍: The Journal of Nuclear Materials publishes high quality papers in materials research for nuclear applications, primarily fission reactors, fusion reactors, and similar environments including radiation areas of charged particle accelerators. Both original research and critical review papers covering experimental, theoretical, and computational aspects of either fundamental or applied nature are welcome. The breadth of the field is such that a wide range of processes and properties in the field of materials science and engineering is of interest to the readership, spanning atom-scale processes, microstructures, thermodynamics, mechanical properties, physical properties, and corrosion, for example. Topics covered by JNM Fission reactor materials, including fuels, cladding, core structures, pressure vessels, coolant interactions with materials, moderator and control components, fission product behavior. Materials aspects of the entire fuel cycle. Materials aspects of the actinides and their compounds. Performance of nuclear waste materials; materials aspects of the immobilization of wastes. Fusion reactor materials, including first walls, blankets, insulators and magnets. Neutron and charged particle radiation effects in materials, including defects, transmutations, microstructures, phase changes and macroscopic properties. Interaction of plasmas, ion beams, electron beams and electromagnetic radiation with materials relevant to nuclear systems.
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